RRepoGEO

REPOGEO REPORT · LITE

pageauc/speed-camera

Default branch master · commit 23979329 · scanned 5/10/2026, 6:59:03 PM

GitHub: 1,091 stars · 175 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface pageauc/speed-camera, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to emphasize complete system

    Why:

    CURRENT
    ## SPEED CAMERA - Object Motion Tracker
#### Raspberry Pi, Unix Disto's and Windows Speed Camera Using python3, openCV, RPI camera module, USB Cam or IP/RTSP Cam
    COPY-PASTE FIX
    ## SPEED CAMERA - Object Motion Tracker System
#### A complete, ready-to-deploy Python-based speed camera application for Raspberry Pi, Unix, and Windows, utilizing OpenCV for real-time object motion tracking and speed detection from various video sources (RPI camera, USB, IP/RTSP cams).
  • highhomepage#2
    Add project homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/pageauc/speed-camera/wiki
  • mediumtopics#3
    Expand topics to include solution-oriented keywords

    Why:

    CURRENT
    matplotlib-pyplot, motion-tracking, moving, openalpr, opencv, picamera2, python, raspberry-pi-computer, road, rpi-camera, speed-cam, sqlite3, traffic, unix, vehicle, video-streaming, webcam-capture, webserver, whiptail-menu, windows
    COPY-PASTE FIX
    matplotlib-pyplot, motion-tracking, moving, openalpr, opencv, picamera2, python, raspberry-pi-computer, road, rpi-camera, speed-cam, sqlite3, traffic, unix, vehicle, video-streaming, webcam-capture, webserver, whiptail-menu, windows, speed-detection-system, computer-vision-application, diy-security-camera, vehicle-speed-monitoring

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface pageauc/speed-camera
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ultralytics/ultralytics
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ultralytics/ultralytics · recommended 2×
  2. Raspberry Pi 4 Model B · recommended 1×
  3. Raspberry Pi 3 Model B+ · recommended 1×
  4. Raspberry Pi Camera Module 3 · recommended 1×
  5. Raspberry Pi High Quality Camera · recommended 1×
  • CATEGORY QUERY
    How to build a motion-tracking speed camera system using Raspberry Pi and Python?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi 4 Model B
    2. Raspberry Pi 3 Model B+
    3. Raspberry Pi Camera Module 3
    4. Raspberry Pi High Quality Camera
    5. Logitech C920/C922 Pro Stream Webcam
    6. OpenCV
    7. Picamera2
    8. NumPy
    9. SciPy
    10. Matplotlib
    11. SanDisk Extreme Pro
    12. Official Raspberry Pi Power Supply

    AI recommended 12 alternatives but never named pageauc/speed-camera. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python-based solution for real-time object speed detection from video streams on Linux.
    you: not recommended
    AI recommended (in order):
    1. OpenCV (opencv/opencv)
    2. YOLOv8 (ultralytics/ultralytics)
    3. Ultralytics (ultralytics/ultralytics)
    4. DeepSORT
    5. ByteTrack
    6. YOLOv5
    7. MediaPipe (google/mediapipe)
    8. MediaPipe Objectron
    9. BlazeFace
    10. MMDetection (open-mmlab/mmdetection)
    11. PyTorch (pytorch/pytorch)
    12. Faster R-CNN
    13. RetinaNet
    14. torchvision (pytorch/vision)
    15. SSD

    AI recommended 15 alternatives but never named pageauc/speed-camera. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of pageauc/speed-camera?
    pass
    AI did not name pageauc/speed-camera — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts pageauc/speed-camera in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pageauc/speed-camera explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo pageauc/speed-camera solve, and who is the primary audience?
    pass
    AI named pageauc/speed-camera explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite